Research Article

[Retracted] Efficient Prediction of Missed Clinical Appointment Using Machine Learning

Table 7

Show and no-show Adasyn appointment prediction result by mean square error and AUC.

AlgorithmMSEAUC

Random forest0.1683.26%
Decision tree0.1585.03%
Logistic regression0.33466.51%
XG Boost0.2178.43%
Gradient boosting0.25574.46%
Adaboost0.27971.98%
Naive Bayes0.33866.20%
SGD0.33963.49%
Multilayer perceptron0.340865.94%
SVM0.2868.90%